Literature DB >> 28600779

The landscape of genetic diseases in Saudi Arabia based on the first 1000 diagnostic panels and exomes.

Dorota Monies1,2, Mohamed Abouelhoda1,2, Moeenaldeen AlSayed3,4, Zuhair Alhassnan3,4, Maha Alotaibi5, Husam Kayyali6, Mohammed Al-Owain3,4, Ayaz Shah6, Zuhair Rahbeeni3, Mohammad A Al-Muhaizea7,4, Hamad I Alzaidan3,4, Edward Cupler6, Saeed Bohlega7, Eissa Faqeih8, Maha Faden5, Banan Alyounes1,2, Dyala Jaroudi1,2, Ewa Goljan1,2, Hadeel Elbardisy1, Asma Akilan1, Renad Albar2, Hesham Aldhalaan7, Shamshad Gulab9, Aziza Chedrawi7, Bandar K Al Saud10,4, Wesam Kurdi11,4, Nawal Makhseed12, Tahani Alqasim7, Heba Y El Khashab13,14, Hamoud Al-Mousa10,4, Amal Alhashem4,15, Imaduddin Kanaan7, Talal Algoufi16, Khalid Alsaleem10, Talal A Basha9, Fathiya Al-Murshedi17, Sameena Khan7,4, Adila Al-Kindy17, Maha Alnemer11, Sami Al-Hajjar10, Suad Alyamani7, Hasan Aldhekri10, Ali Al-Mehaidib10, Rand Arnaout10, Omar Dabbagh7, Mohammad Shagrani4,16, Dieter Broering4,16, Maha Tulbah11, Amal Alqassmi5, Maisoon Almugbel11, Mohammed AlQuaiz18, Abdulaziz Alsaman19, Khalid Al-Thihli17, Raashda A Sulaiman3,4, Wajeeh Al-Dekhail10, Abeer Alsaegh17, Fahad A Bashiri20, Alya Qari3, Suzan Alhomadi5, Hisham Alkuraya21, Mohammed Alsebayel16, Muddathir H Hamad7, Laszlo Szonyi15, Faisal Abaalkhail4,15, Sulaiman M Al-Mayouf10,18, Hamad Almojalli16, Khalid S Alqadi6, Hussien Elsiesy4,16, Taghreed M Shuaib22, Mohammed Zain Seidahmed23, Ibraheem Abosoudah24, Hana Akleh11, Abdulaziz AlGhonaium10, Turki M Alkharfy20, Fuad Al Mutairi25, Wafa Eyaid25, Abdullah Alshanbary26, Farrukh R Sheikh10, Fahad I Alsohaibani18, Abdullah Alsonbul10, Saeed Al Tala27, Soher Balkhy9, Randa Bassiouni28,29, Ahmed S Alenizi5, Maged H Hussein18, Saeed Hassan20, Mohamed Khalil14, Brahim Tabarki15, Saad Alshahwan15, Amira Oshi30, Yasser Sabr31, Saad Alsaadoun23, Mustafa A Salih20, Sarar Mohamed15, Habiba Sultana10, Abdullah Tamim9, Moayad El-Haj32, Saif Alshahrani3, Dalal K Bubshait33, Majid Alfadhel25, Tariq Faquih1,2, Mohamed El-Kalioby1,2, Shazia Subhani1,2, Zeeshan Shah1,2, Nabil Moghrabi32, Brian F Meyer1,2, Fowzan S Alkuraya34,35,36.   

Abstract

In this study, we report the experience of the only reference clinical next-generation sequencing lab in Saudi Arabia with the first 1000 families who span a wide-range of suspected Mendelian phenotypes. A total of 1019 tests were performed in the period of March 2016-December 2016 comprising 972 solo (index only), 14 duo (parents or affected siblings only), and 33 trio (index and parents). Multigene panels accounted for 672 tests, while whole exome sequencing (WES) represented the remaining 347 tests. Pathogenic or likely pathogenic variants that explain the clinical indications were identified in 34% (27% in panels and 43% in exomes), spanning 279 genes and including 165 novel variants. While recessive mutations dominated the landscape of solved cases (71% of mutations, and 97% of which are homozygous), a substantial minority (27%) were solved on the basis of dominant mutations. The highly consanguineous nature of the study population also facilitated homozygosity for many private mutations (only 32.5% of the recessive mutations are founder), as well as the first instances of recessive inheritance of previously assumed strictly dominant disorders (involving ITPR1, VAMP1, MCTP2, and TBP). Surprisingly, however, dual molecular diagnosis was only observed in 1.5% of cases. Finally, we have encountered candidate variants in 75 genes (ABHD6, ACY3, ADGRB2, ADGRG7, AGTPBP1, AHNAK2, AKAP6, ASB3, ATXN1L, C17orf62, CABP1, CCDC186, CCP110, CLSTN2, CNTN3, CNTN5, CTNNA2, CWC22, DMAP1, DMKN, DMXL1, DSCAM, DVL2, ECI1, EP400, EPB41L5, FBXL22, GAP43, GEMIN7, GIT1, GRIK4, GRSF1, GTRP1, HID1, IFNL1, KCNC4, LRRC52, MAP7D3, MCTP2, MED26, MPP7, MRPS35, MTDH, MTMR9, NECAP2, NPAT, NRAP, PAX7, PCNX, PLCH2, PLEKHF1, PTPN12, QKI, RILPL2, RIMKLA, RIMS2, RNF213, ROBO1, SEC16A, SIAH1, SIRT2, SLAIN2, SLC22A20, SMDT1, SRRT, SSTR1, ST20, SYT9, TSPAN6, UBR4, VAMP4, VPS36, WDR59, WDYHV1, and WHSC1) not previously linked to human phenotypes and these are presented to accelerate post-publication matchmaking. Two of these genes were independently mutated in more than one family with similar phenotypes, which substantiates their link to human disease (AKAP6 in intellectual disability and UBR4 in early dementia). If the novel candidate disease genes in this cohort are independently confirmed, the yield of WES will have increased to 83%, which suggests that most "negative" clinical exome tests are unsolved due to interpretation rather than technical limitations.

Entities:  

Mesh:

Year:  2017        PMID: 28600779      PMCID: PMC5502059          DOI: 10.1007/s00439-017-1821-8

Source DB:  PubMed          Journal:  Hum Genet        ISSN: 0340-6717            Impact factor:   4.132


Introduction

Next generation sequencing (NGS) has ushered in a new era in the delivery of genomic medicine where the genetic diagnosis is no longer limited by the a priori knowledge of the caring physician (Bamshad et al. 2011). The capacity to screen all or a large subset of genes based on broad clinical categories, e.g., developmental delay, rather than a nuanced clinical phenotype, e.g., Malpuech syndrome, has also greatly expanded our knowledge of the relationship between known or putative disease genes and the resulting phenotype (Yang et al. 2013). Indeed, reverse phenotyping is now commonplace in the era of clinical genomics (Alkuraya 2015). The ultimate benefit of improving patient care in terms of precise diagnosis, management and treatment has propelled NGS-based assays to the forefront of modern molecular diagnostics. Much has been learned from large scale NGS studies in the diagnostic setting. They revealed a higher diagnostic yield (usually around 30%) across clinical indications compared to standard approaches, expanded the genetic and allelic heterogeneity of many conditions, and challenged the concept of “atypical” presentations as instances of dual (or sometimes triple) molecular diagnoses in some patients (Posey et al. 2017; Trujillano et al. 2017). However, very few studies focused on highly consanguineous populations, which are known to differ from outbred populations in a number of ways that impact the landscape of disease-causing mutations (Alfares et al. 2017; Yavarna et al. 2015). For example, we have previously shown that the highly consanguineous nature of the Saudi population is biased in the occurrence of recessive, typically homozygous, mutations in diseases that are typically caused by de novo dominant mutations, e.g., severe intellectual disability (Anazi et al. 2016). These characteristics are predicted to increase the sensitivity of next-generation sequencing-based tests, which has indeed been observed in a few studies (Alfares et al. 2017; Yavarna et al. 2015). In March 2016, we launched the first reference lab for NGS-based assays in Saudi Arabia. The tests offered include previously validated multigene panels, as well as standard whole exome sequencing (WES) (Group 2015). The high demand for these tests by clinicians from various medical and surgical specialties across the country represented a unique opportunity to observe the distribution of disease-causing mutations in the Saudi population. This is the largest study to date on the mutational spectrum of genetic diseases in the Saudi population in the diagnostic setting. The unselected nature of tested families and their representation of all regions of the Kingdom, allowed us to infer important patterns of genetic diseases in our highly consanguineous population that are relevant to the wider community of diagnostic NGS labs around the world.

Materials and methods

Human subjects

All patients underwent testing on a clinical basis with the specific test (panel vs. exome) chosen by their treating physician. A standard informed consent was signed by all patients or their guardians to explain the nature of the test and its potential to reveal secondary findings with the option to decline receiving such findings. Phenotypes were collected as entered by the ordering physician on the requisition forms. For solo tests, only the index was sequenced, while parents were also included in trio tests. Couples who presented with a history of prior affected children were offered duo tests if none of the affected children were available for testing. Duo testing was also rarely requested on two affected siblings.

Panel tests

Seven clinically themed multigene panels were offered (neuro, dysmorphology/skeletal dysplasia, renal, inborn errors of metabolism, vision, primary immunodeficiency, and gastrointestinal). The gene content and validation of these panels were previously described (Group 2015).

Whole exome sequencing (WES), variant calling, annotation and autozygome determination

WES was performed using an Agilent Sureselect All Exons V5 (50 Mb) capture kit (Agilent Technologies; Santa Clara, CA, USA) for library preparation. Briefly, DNA was sheared mechanically after which targeted fragments were captured by probe hybridization and amplified before sequencing. An Illumina HiSeq 2500 (Illumina Inc; San Diego, CA, USA) was used for paired-end 100nt sequencing. Sequence alignment, indexing of the reference genome (hg19), variant calling and annotation used a pipeline based on BWA, Samtools, GATK (https://software.broadinstitute.org/gatk/) and Annovar, respectively. Essentially, variants were annotated using a combination of public knowledge databases available from the Annovar package and in-house databases which included collections of previously published Saudi disease causing variants. Autozygome definition solely from whole exome sequence data was undertaken as previously described (Carr et al. 2013).

Variant interpretation

Our previously described in-house variant interpretation pipeline was used (Group 2015). Briefly, each variant was annotated based on 117 tracks that include chromosomal location, zygosity, number of reads for the reference and alternate alleles, quality metrics, presence within autozygome, local and global frequency data, in silico prediction and previous association with diseases based on HGMD and ClinVar (Harrison et al. 2016; Stenson et al. 2017). Our reporting strategy was as follows: we first considered previously reported disease-causing variants and evaluated them for relevance to the patient’s phenotype. If such variants were identified, we independently evaluated them for likely pathogenicity using local and global population frequency data, as well as in silico prediction of pathogenicity. If our evaluation of the variant is in agreement with the previously reported pathogenicity, we reported them as the likely causal variants. If none was identified, we searched for other relevant variants. Again, such novel variants were evaluated for pathogenicity. In the case of apparently loss-of-function variants with compatible population frequency with the disease in question, we reported these as likely causal. However, in the case of missense and in-frame indels, the burden of proof is much higher according to the ACMG guidelines, so these were usually reported as variants of unknown significance (VOUS) and the result was considered ambiguous (Richards et al. 2015). When only one heterozygous candidate variant was identified in a relevant known recessive disease gene, in the absence of a more compelling candidate, we also opted to report this finding as an ambiguous result. When no candidate variants were identified in known disease genes, we considered variants in genes not previously linked to human disease only when biological relevance was suspected based on a number of factors (pathway known to be implicated, relevant animal models or at least relevant expression data). Results involving novel candidate genes were also considered ambiguous. Only results involving pathogenic or likely pathogenic variants in known disease genes that explain the phenotype in the correct zygosity were labeled “positive”. Patients who opted to receive secondary information (virtually all) only received pathogenic or likely pathogenic variants in the ACMG list of 59 genes recommended for reporting (Kalia et al. 2016).

Sanger confirmation

After Sanger validation of the first 200 variants, we identified a quality metric above which SNVs had a 99.5% probability of being a true positive. All subsequent candidate variants (other than indels) above this value were reported without Sanger validation and with a disclaimer explaining the above. All candidate indels were Sanger validated before reporting regardless of their quality value.

Results

High diagnostic yield of panels and WES in Saudi patients

We report in this study the results of the first 1013 families, all indigenous Arabs (originally from Arabia) referred for testing by our diagnostic laboratory (Table S1). One of the seven offered panels was requested in 666 families (645 solo, 16 trio and 5 duo) while WES was requested in the remaining 347 families (321 solo, 17 trio and 9 duo; 15 had WES after receiving negative panel results, i.e., reflex WES) (Table S1). A positive result was reported in 27% of those tested with panels, and 43% with WES (Fig. 1). A breakdown of the diagnostic yield by indication shows marked variability, with the highest yield being multiple congenital malformations in the prenatal setting where the yield was 68%, followed by skeletal dysplasia where the yield was 58% (Table S1). Similarly, duo testing of couples who lost children with a likely genetic diagnosis was associated with a high yield of 50% (83% if novel candidate genes are counted). One notable example is a couple with a history of recurrent non-immune hydrops, one child who died of epidermolysis bullosa and another of osteogenesis imperfecta. Shared carrier status for heterozygous variants in THSD1, ITGB4 and P3H1, respectively, was considered relevant (Table S1). Although we always recommended WES when the panel result was negative or ambiguous, reflex WES only accounted for 4% of the WES samples.
Fig. 1

Pie charts showing the yield of the two testing modalities and the breakdown of mutation classes in positive cases

Pie charts showing the yield of the two testing modalities and the breakdown of mutation classes in positive cases

The distribution of disease-mutations in Saudi patients

Autosomal recessive pathogenic and likely pathogenic mutations accounted for the majority of positive cases (235/332, 71%), and were almost always homozygous (97%). This is consistent with the high rate of consanguinity in this cohort. Among the 482 families for whom information on consanguinity was provided, 376 reported consanguinity (78%). In addition, seven families reported endogamy, i.e., intratribal marriage, but no recognizable consanguinity otherwise. Dominant, presumptive de novo being the rule, mutations accounted for 27% of positive cases, followed by X-linked mutations (2%) (Fig. 1). In total, pathogenic or likely pathogenic variants spanning 279 known disease genes were identified, 166 of these (43%) are reported here for the first time (Table S1). Of the recessive positive cases, 33% were due to founder mutations (defined as those encountered in other patients or present in the heterozygous state at least once in our in-house database of Saudi variants, which is based on >10,000 Saudi individuals), whereas 67% were private. The frequency of identified pathogenic or likely pathogenic mutations ranged from the most common variant C12orf57:NM_001301837:exon1:c.1A>G:p.M1?, representing 1.5% of all positive cases, to the exceedingly rare, e.g., TRAF3IP2:NM_001164283:exon4:c.200G>C:p.W67S, which represents only the second mutation in TRAF3IP2 in the context of severe eczema (Maddirevula et al., in press) (Table S1). We also observed several instances of biallelic pathogenic or likely pathogenic variants in strictly dominant disease genes in the setting of normal parents, e.g., ITPR1 (Table 1). Dual molecular diagnosis was rare and only accounted for 1.5% of exome-sequenced cases (panel-sequenced cases were not included given the inherent limitation of panel testing to comprehensively detect dual diagnosis) (Table 2). ACMG secondary findings were also very rare and were only identified in 1.2% of exome-sequenced cases. On the other hand, carrier status for previously established Saudi pathogenic mutations was observed in a substantial fraction (90%).
Table 1

Recessive mutations in genes only known to cause dominant phenotypes

IDVariantZygosityObserved phenotypeReported dominant phenotype
16N-0062ITPR1:NM_002222:exon50:c.6862C>T:p.R2288XHomGDD and brain atrophySpinocerebellar ataxia 15
16W-0091VAMP1:NM_014231:exon2:c.129 + 1G>AHomCongenital hypotonia, rigid spine, myopathic facies, normal CKSpastic ataxia 1, autosomal dominant
16W-0191MCTP2:NM_001159644:exon5:c.384dupT:p.N128 fsHomSevere congenital heart disease, failure to thrive, developmental delay and nephrotic syndromeCongenital heart disease
16W-0332TBP:NM_001172085:exon2:c.171delG:p.Q57 fsHomFamilial mild ID with difficulty in walking and abnormal movementSpinocerebellar ataxia 17
16W-0082VAMP1:NM_001297438:exon2:c.128_129del:p.E43 fsHomAtrial septal defect, fine/gross motor delay, hypotonia, muscle weakness, contractures, pneumonia, congenital myopathySpastic ataxia 1, autosomal dominant
Table 2

Dual molecular diagnoses

IDVariant 1ZygosityObserved phenotype 1Variant 2ZygosityObserved phenotype 2
16-2491G6PC:NM_000151:exon2:c.247C>T: p.R83CHomGSD type 1GAA:NM_000152:exon2:c.266G>A: p.R89HHomGSD type 2
16W-0328TYRP1:NM_000550:exon8:c.1557T>G: p.Y519XHetAbnormal pigmentationTGIF1:NM_170695:exon1:c.90G>A: p.W30XHetHemimegalencephaly, developmental delay, ADHD
16-2752RLBP1:NM_000326:exon8:c.773T>G: p.L258 WHomRetinitis pigmentosaSYT9:NM_175733:exon7:c.1471C>T: p.R491XHetEpilepsy
16-2775LCA5:NM_001122769:exon4:c.763C>T: p.R255XHomLCANot identifiedMultiple congenital anomalies
16W-0261CRB1:NM_001193640:exon5:c.1898C>T: p.T633 MHomRetinitis pigmentosaADIPOR1:NM_001290553:exon4:c.346C>A:p.P116THomID
Recessive mutations in genes only known to cause dominant phenotypes Dual molecular diagnoses

Expanding the morbid genome of Mendelian diseases

Pathogenic or likely pathogenic mutations were identified in nine genes with only tentative links to human diseases, thus confirming their classification as bona fide disease genes (Table 3). In addition, our analysis highlighted 75 genes that we propose as novel candidates based on a number of criteria (Table 4). A few such candidates deserve a special emphasis. AKAP6 was mutated in a patient with intellectual disability (16W-0212). Through our internal matchmaking effort, we were able to identify another de novo truncating variant in the same gene in a patient with intellectual disability: NM_004274.4:c.1572_1573del:p.Lys525Glufs30*. Thus, it seems likely that this is a bona fide disease gene for intellectual disability in humans. Similarly, we have identified independent deleterious variants in UBR4 in two families with very early onset dementia (16-2737 and 16-2768). This gene is involved in ubiquitin ligation, a mechanism that is impaired in several neurodegenerative diseases so it seems likely that our analysis has uncovered a bone fide autosomal dominant form of early-onset dementia (Parsons et al. 2015). In 16W-0295 we identified an apparently loss-of-function variant in a gene (WHSC1:NM_001042424:exon13:c.2518+1G>A) long suspected to be the candidate gene for manifestations of Wolf-Hirschhorn syndrome, which overlaps significantly with our patient’s features (Nimura et al. 2009).
Table 3

Confirming the candidacy of previously reported candidates

IDVariantZygosityObserved phenotypeReported tentative link to human diseaseReference
16N-0355CHRNB2: NM_000748:exon4:c.256-1G>AHetGlobal developmental delay with neuroregression, microcephaly, brain atrophy–temporal lobe atrophy, dystonia, hypertonia, hepatic failure, poor visionMissense variants in autosomal dominant nocturnal frontal lobe epilepsyPMID: 7895015
16N-0554TRAF3IP2:NM_001164283:exon4:c.200G>C:p.W67SHomSevere eczemaSevere eczemaIn press
16N-0247KMT2C:NM_170606:exon36:c.6589C>A:p.Q2197 KHetIDAutismPMID: 27632392
16N-0255DENND4B:NM_014856:exon18:c.2702_2703insGCAGC:p.Q901 fsHetCleft palateCleft palatePMID: 25441681
16W-0129TRMT1:NM_001142554:exon10:c.1245_1246del:p.L415 fsHomIDIDPMID: 26308914
16W-0191MCTP2:NM_001159644:exon5:c.384dupT:p.N128 fsHomSevere congenital heart disease, failure to thrive, developmental delay and nephrotic syndromeAutosomal dominant coarctation of the aortaPMID: 23773997
16-2552ELOVL4:NM_022726:exon5:c.575A>G:p.H192RHomContractures, ichthyosis, failure to thrive, microcephaly, fine/gross motor delay, speech delay, spasticity, seizures, optic atrophy, prematurity 34 wks, Sjogren LarssonIchthyosis and spastic encephalopathyPMID: 22100072
16-2564CHD8:NM_001170629:exon26:c.4984C>T:p.R1662XHetFine/gross motor delay, speech delay, learning disability, developmental regression, autistic featureAutismPMID: 25961944
16W-0261ADIPOR1:NM_001290553:exon4:c.346C>A:p.P116THomID, microcephaly, global developmental delay, ataxiaIDPMID: 28097321
16W-0143CCDC82:NM_024725:exon5:c.904G>T:p.D302YHomBrain atrophy, suspected white matter disease, ataxia, spasticity, muscle weaknessIDPMID: 27457812
16-2460CEP97:NM_001303401:exon11:c.1737G>A:p.W579XHetPrimordial short stature and hearing deficit, growth parameters below 5th percentile, developmental delay mainly speech delay as well as behavioral disturbances (ADHD), small facial bones, kyphosis in cervical spine and sacrum, coxa valga, and DDH, generalized osteopenia, clinodactylyID, solitary kidney, brachydactyly (4th and 5th toes), facial dysmorphism.PMID: 26539891
Table 4

Novel candidates

IDVariantZygosityObserved phenotypeJustification for candidacy
16-2679ABHD6:NM_020676:exon3:c.185A>C:p.Y62SHomFine motor delay, speech delay, intellectual disability/MR, autism spectrum disorder, autistic features, pachygyria, diffuse WM, signal changes, (younger brother)(a) The nature of the variant (predicted deleterious, novel, within autozygome) and (b) the nature of the gene (involved in synapse function (PMID: 27114538)
16W-0323ACY3:NM_080658:exon5:c.512C>A:p.A171DHomMicrocephaly, seizures, spasticity, brain atrophy(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (same family of genes as ACY2 responsible for Canavan disease)
16W-0267ADGRB2:NM_001294336:exon3:c.21+1G>CHetMacrocephaly, fine motor delay, gross motor delay, speech delay, hypotonia(a) The nature of the variant (novel and potentially truncating) and (b) data showing significant enrichment of ADGRB2 in the brain (PMID: 20367554)
16N-0253ADGRG7:NM_032787:exon2:c.170C>A:p.T57 NHomMuscle pain following exercise for few years rhabdomyolysis, asymptomatic otherwise, no muscle atrophy or hypertrophy, no tenderness, CK on last visit >15000 following exercise, power is good on examination(a) The nature of the variant (novel, predicted to be deleterious and within autozygome) and (b) the nature of the gene (this is a G protein-coupled receptor that has been shown to be expressed in skeletal muscle as per ENSBTAG00000012140 in EBI)
16W-0209AGTPBP1:NM_001286715:exon20:c.2908C > T:p.R970 WHomFailure to thrive, Fine motor delay, gross motor delay, speech delay, intellectual disability/MR, hypotonia, brain atrophy, undescended testis, micropenis, poor vision(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (compatible (mouse model PubMed: 11884758)
16W-0085AHNAK2:NM_138420:exon7:c.6436_6437insGG:p.L2146 fsHomDysmorphic features, mitral regurgitation, skeletal deformities(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (influences FGF1 secretion, which is known to play a role in skeletal development PMID 25560297)
16W-0212AKAP6:NM_004274:exon4:c.1874A>T:p.Y625FHetID, precocious puberty(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (pLI score of 1.00, implicated in cognitive function (PMID: 25644384), the presence of another case with ID and de novo heterozygous truncating variant (see text)
16W-0156ASB3:NM_001201965:exon5:c.386-3T>CHomAtaxia, Dystonia, Hypertonia, bilateral basal ganglia disease on MRI, brother has epilepsy(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (expressed in forebrain PMID: 18817551)
16-2656ATXN1L:NM_001137675:exon3:c.982C > T:p.R328 WHetAtaxia, patient with cerebellar dysfunction beginning since age 5–6 years(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (implicated in SCA1 neuropathology PMID 17322884)
16W-0243C17orf62:NM_001033046:exon3:c.127G>A:p.D43 NHomGrowth retardation/short stature, lymphadenopathy, hepatosplenomegaly, recurrent fever, anemia/neutropenia/pancytopenia, HLH rule out(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (part of the leukocyte nuclear envelope proteome PMID: 20693407)
16N-0312CABP1:NM_001033677:exon4:c.922C>T:p.R308XHetMicrocephaly(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (PLI 0.99, encodes a neuronal calcium‐binding protein)
16W-0208CCDC186:NM_018017:exon2:c.610C>T:p.Q204XHomFailure to thrive, fine motor delay, gross motor delay, speech delay, intellectual disability/MR, hypotonia, brain atrophy, undescended testis, micropenis, poor vision(a) The nature of the variant (novel, predicted deleterious and within autozygome) and (b) the nature of the gene (encodes a component of dense-core vesicles (DCVs), which are secretory organelles that store and release modulatory neurotransmitters doi: http://dx.doi.org/10.1101/105668)
16N-0321CCP110: NM_001199022:exon4:c.1355A>G:p.D452GHetTetralogy of Fallot, failure to thrive, growth retardation/short stature, microcephaly, fine motor delay, gross motor delay, speech delay, intellectual disability/MR, hypotonia(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (encodes a ciliary protein and its mouse knockout shows overlapping features PMID 26965371)
16W-0333CLSTN2:NM_022131:exon14:c.2296C > T:p.R766CHomIntellectual disability, autism spectrum disorder, ADHD(a) The nature of the variant (novel, predicted deleterious), and (b) the nature of the gene (implicated in cognition in mouse PMID: 26171716)
16W-0308CNTN3:NM_020872:exon17:c.2309C>T:p.P770LHomMicrocephaly, intellectual disability/MR, learning disability, severe ADHD, mild motor delay(a) The nature of the variant (novel and predicted deleterious), and (b) this gene has been found to be expressed in the mouse subventricular zone proliferative cells (PMID: 23914158), which would be consistent with a potential role in the primary microcephaly phenotype this patient has
16W-0185CNTN5:NM_175566:exon15:c.1955T>G:p.I652RHetFine motor delay, speech delay, intellectual disability/MR, learning disability, developmental regression, hypertonia, seizures tonic, spasticity, cerebellar atrophy, GDD, epilepsy(a) The nature of the variant (novel and predicted deleterious) and b) the nature of the gene (%HI score of 6 and suggested role in neuronal development PMID: 26391921)
16-2542CTNNA2:NM_001164883:exon4:c.299G>C:p.G100AHetMicrocephaly, gross motor delay, speech delay, intellectual disability, learning disability, developmental regression, neuroregression, autistic features(a) The nature of the variant (novel and predicted deleterious) and b) the nature of the gene (PLI of 1.00 and established role in brain based on the mouse model (PubMed: 9060409)
16W-0318CWC22:NM_020943:exon20:c.2305_2306del:p.D769 fsHetShort stature, and progressive bowing of both legs. DNA analysis for ALPL gen and FGF23 gene are normal (no mutation detected). Skeletal dysplasia of unknown origin(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (required for the proper targeting of another skeletal dysplasia gene reported in this paper PMID: 24360810)
16N-0300DMAP1:NM_019100:exon9:c.1175G>A:p.R392QHetDevelopmental delay, dysmorphic, hypertelorism, low set ears, ear tag, long philtrum, other extremities(a) The nature of the variant (novel, predicted deleterious), and (b) the nature of the gene (Tanaka H, Amou R, Shiraki T, Kobayashi M, Nakayama R, Okamoto H. Involvement of DMAP1 in the neural migration and differentiation in zebrafish. Neuroscience Research. 2007 Dec 31;58:S83)
16W-0079DMKN:NM_001126057:exon5:c.850_851insCA:p.G284 fsHomVentricular septal defect, speech delay, learning disability, cleft lip/palate, skin laxity, joint laxity(a) The nature of the variant (novel, truncating, within autozygome) and (b) the nature of the gene (appropriate expression pattern PMID: 17380110)
16-2628DMXL1:NM_001290321:exon18:c.4256delG:p.C1419fsHetGlobal developmental delay, speech delay, hypotonia, seizure, ptosis, optic disc edema, hypoplastic left heart, congenital heart disease, right UPJ obstruction with grade v hydronephrosis and dysmorphic features. Neuro panel is negative(a) The nature of the variant (predicted deleterious, novel) and b) the nature of the gene (PLI score of 1.00, its Drosophila ortholog KO has abnormal development PMID: 25259927, and has been proposed to play a role in the pathogenesis of 5q22.3q23.3 microdeletion syndrome PMID: 15742475)
16W-0265DSCAM:NM_001271534:exon23:c.4132+2T>AHomGrowth retardation/short stature, microcephaly, fine motor delay, gross motor delay, speech delay, intellectual disability/MR, seizure(a) Nature of the variant (novel and potentially truncating), and (b) this gene has an extensively studied role in axon development in the CNS (PubMed: 10892653)
16W-0183DVL2:NM_004422:exon14:c.1690C > T:p.Q564XHomCardiomyopathy, short stature, ptosis, facial dysmorphism, developmental delay(a) The nature of the variant (novel, predicted deleterious, within a run of homozygosity) and (b) the nature of the gene (compatible mouse knockout phenotype PMID: 12421720)
16W-0102ECI1:NM_001919:exon5:c.563+1G>THomFine motor delay, gross motor delay, speech delay, Intellectual disability/MR, learning disability, hypertonia, dysmyelinating disease(a) The nature of the variant (novel, predicted deleterious, within a run of homozygosity) and (b) the nature of the gene (this gene encodes mitochondrial 3, 2-trans-enoyl-CoA isomerase which catalyzes the shift of the double bonds of 3-cis- and 3-trans-isomers to the 2-trans-enoyl-CoAs, which are substrates of the 2-trans-enoyl-CoA hydratase)
16N-0280EP400:NM_015409:exon47:c.8226_8227insGCAACAG:p.Q2742 fsHetGDD, epilepsy and CHD(a) The nature of the variant (novel, truncating) and (b) the nature of the gene (it has a PLI score of 1, and is a chromatin modulator (PMID: 26669263), which is a class commonly mutated in intellectual disability and congenital heart disease)
16W-0213EPB41L5:NM_001184939:exon14:c.1178+1G>THetFine motor delay, hypertelorism of eye, panhypopituitarism, myelomeningocele, dislocated hips, scoliosis(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (implicated in the specification and differentiation of neurons PMID: 27510968)
16W-0230FBXL22:NM_203373:exon1:c.279G>C:p.K93 NHomMuscle weakness, proximal lower extremity, calf prominence, CK 5000 increase, LGMD phenotype, DMD (at MDL) negative, NGS (myopathy) at MNG lab negative(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (implicated in sarcomere physiology PMID: 22972877)
16-2696GAP43:NM_002045:exon3:c.629-3C>THetMotor neuron disease, paraparesis, spastic with upper and lower motor neuron signs(a) The nature of the variant (predicted deleterious, novel) and (b) the nature of the gene (involved in axon regeneration (PubMed: 7859286)
16W-0312GEMIN7:NM_001007269:exon2:c.154G>A:p.E52 KHomGross motor delay, speech delay, normal metabolic, normal MRI, hypotonia, abnormal movements, myoclonic but no seizures(a) The nature of the variant (novel, predicted deleterious, within autozygome), and (b) the nature of the gene (implicated in motor neuron survival PMID: 12065586)
16W-0320GIT1:NM_001085454:exon5:c.611T>A:p.I204 NNo information(a) The nature of the variant (novel, predicted deleterious), and (b) the nature of the gene (PLI 1.00, relevant mouse phenotype PMID: 25997734)
16W-0313GRIK4:NM_001282470:exon19:c.2479T>G:p.F827 VHomMicrocephaly, developmental regression, patient niece have severe GDD, patient sister died at 3 years old with GDD(a) The nature of the variant (novel, predicted deleterious, within autozygome), and (b) the nature of the gene (implicated in autism pathogenesis PMID: 26446216)
16W-0218GRSF1:NM_001098477:exon3:c.88C>T:p.R30XHetSpeech delay, intellectual disability/MR, learning disability, developmental regression, seizures- tonic–clonic, refractory epilepsy, neuro regression(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (implicated in brain development PMID: 18593884)//Novel candidate
16W-0115GRTP1:NM_001286732:exon6:c.698G>A:p.W233XHomUnexplained cholestasis with elevated liver enzymes(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (encodes a liver-enriched protein PMID: 11564724)
16W-0277HID1:NM_030630:exon19:c.2318dupC:p.P773 fsHomFailure to thrive, growth retardation/short stature, intellectual disability/MR, agenesis for corpus callosum, hypotonia, panhypopituitarism, similar F/H form sever maternal cousins (males) likely X- linked one bother dies at age of 6 months, 2 sons of his aunt dies with similar problem but no diagnosis, hypoglycemia, central hypothyroidism, central adrenal insufficiency, post meningitis(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (required for homotypic fusion of immature secretory granules during maturation PMID: 27751232)
16-2731IFNL1:NM_172140:exon3:c.305T>C:p.L102PFailure to thrive, microcephaly, fine motor delay, gross motor delay, speech delay, agenesis of corpus callosum, migration disorder, hypotonia, scoliosis, absent thumb, IUGR, external ear malformation, epilepsy and skeletal abnormalities(a) The nature of the variant (predicted deleterious, novel, within ROH) and (b) the nature of the gene (involved in DNA damage repair, a mechanism that is impaired in several syndromes with overlapping clinical features (PMID: 25692705)
16W-0222KCNC4:NM_001039574:exon1:c.23C>T:p.S8FHetAtaxia, dystonia(a) The nature of the variant (novel, predicted deleterious), (b) its known expression pattern in brain and altered expression in patients with neurodegenerative diseases (PMID: 21912965)
16W-0292LRRC52:NM_001005214:exon2:c.659delT:p.L220 fsHetMuscle weakness(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (modifies BK potassium channels and is strongly expressed in skeletal muscles PMID: 22547800)
16W-0157MAP7D3:NM_001173517:exon7:c.804_805insTA:p.D269_A270delinsXHemiADHD with GDD, no speech, mild hepatosplenomegaly(a) The nature of the variant (novel and truncating) and (b) the nature of the gene (expressed in brain and suggested to play a role in ID PMID: 24817631)
16W-0191MCTP2:NM_001159644:exon5:c.384dupT:p.N128 fsHomAV pulmonary AV malformation, Failure to thrive, growth retardation, speech delay, learning disability, hearing loss, nephrotic syndrome(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (PLI score of 0.98 and the neurological phenotype in the mouse model PubMed: 22198669)
16W-0176MED26:NM_004831:exon3:c.1771T>G:p.L591 VHetFine motor delay, speech delay, intellectual disability/MR, stereotypic behaviours(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (PLI socre of 0.95 and established role in regulating neuronal gene expression PMID: 19049968)
16W-0204MPP7:NM_173496:exon16:c.1251C>G:p.Y417XHomAtaxia(a) The nature of the variant (novel, predicted deleterious and within autozygome) and (b) the nature of the gene (encodes a member of membrane-associated guanylate kinase (MAGUK) family of proteins, which are implicated in synapse formation and function PMID: 21739617)
16W-0288MRPS35:NM_021821:exon1:c.112+1->THomFailure to thrive, fine motor delay, gross motor delay, speech delay, intellectual disability/MR, brain atrophy, abnormal shaper of skull and limbs, facial dimorphism.(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (the same family of proteins has been implicated in a number of mitochondrial multisystem disorders)
16W-0219MTDH:NM_178812:exon6:c.862delG:p.E288 fsHomGrowth retardation/short stature, fine motor delay, gross motor delay, speech delay, intellectual disability/MR, learning disability, developmental regression, autism spectrum disorder, autistic features, stereotypic behaviours, other psychiatric symptoms(a) The nature of the variant (homozygous truncation), (b) it is known to be expressed in brain and has been extensively studied in the context of glioma (PMID: 28107197)
16W-0304MTMR9:NM_015458:exon9:c.1415A>T:p.N472IHomGross motor delay, speech delay, intellectual disability/MR, seizures, two sisters are similarly affected(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (MTMR7 forms a complex with MTMR9 and dephosphorylates phosphatidylinositol 3-phosphate and Ins(1, 3)P2 in neuronal cells PMID: 12890864
16N-0329NECAP2:NM_001145277:exon3:c.212C>A:p.A71DHomGDD and cataract(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (mutations in its paralog NECAP1 cause GDD PMID 24399846)
16-2728NPAT:NM_002519:exon17:c.3644C>T:p.S1215LHetPsychomotor retardation, seizures disorder, Angelman syndrome(a) The nature of the variant (predicted deleterious, novel) and (b) the nature of the gene (low  %HI score in DECIPHER and involved in chromatin remodelling which is a common mechanism in neurodevelopmental disorders
16W-0086NRAP:NM_001261463:exon5:c.400_407del:p.C134 fsHomCardiomyopathy (dilated)(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (implicated in cardiomyopathy pathogenesis in mouse PMID: 21276443)
16W-0210PAX7:NM_001135254:exon3:c.433C>T:p.R145XHetHypotonia, exercise intolerance/easy fatigue, muscle weakness, stroke/stroke-like episodes, recurrent headache/migraine, creatine phosphokinase abnormalities(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (low  %HI of 11.2, established role in skeletal muscle development PMID: 21954137)
16W-0150PCNX:NM_001308160:exon26:c.4804A>G:p.K1602EHetAtrial septal defect, ventricular septal defect, failure to thrive, fine/gross motor retardation, brain atrophy, dandy walker variant, hypotonia, hypertonia, seizures myoclonic, spasticity, prematurity, IUGR, gastrointestinal reflux, 8 months old female with GDD-epilepsy, SHC, abnormal karyotype 46 XX add 3P(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (high PLI of 1 and established expression in mouse brain)
16W-0148PLCH2:NM_001303012:exon16:c.2132G>A:p.C711YHomFailure to thrive, fine motor delay, gross motor delay, speech delay, autistic features, hypotonia, seizure, white matter changes in bilateral p…, poor vision, GDD and epilepsy(a) The nature of the variant (novel, predicted deleterious and within ROH) and (b) the nature of the gene [its ortholog PLCH1 mutations causes an overlapping phenotype (PMID: 28413018)]
16W-0083PLEKHF1:NM_024310:exon2:c.514C>T:p.R172CHomMyopathy, cardiomyopathy (Dilated), muscle weaknessa) The nature of the variant (novel, predicted deleterious, within autozygome) and b) the nature of the gene (highest expression was detected in heart and skeletal muscle)
16N-0289PTPN12:NM_001131009:exon12:c.904C>T:p.R302XHetMultiple epiphyseal dysplasia(a) The nature of the variant (novel, truncating) and (b) the nature of the gene (it has a PLI score of 1, and is involved in the regulation of multimeric protein complexes in podosomes of osteoclasts PMID 16052478)
16W-0097QKI:NM_206853:exon6:c.635-2A>THetDystonia, (the rest is unclear)(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (high PLI score of 0.96 and established mouse model that manifests severe neurological disease PubMed: 8589716)
16N-0249RILPL2:NM_145058:exon1:c.161C>T:p.A54 VHomSkeletal dysplasia, very mild speech delay, gross motor delay, learning disability, facial dysmorphism(a) The nature of the variant (novel, predicted to be deleterious and within a run of homozygous) and (b) the nature of the gene (this is a candidate ciliopathy gene as per PMID: 23264467 so this may represent a skeletal ciliopathy
16W-0154RIMKLA:NM_173642:exon1:c.18G>A:p.W6XHomRecurrent chest infection, sickle cell trait, recurrent spells of absent spells, carrier of MEVF gene, IEG negative(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (enzyme responsible for making NAAG, an endogenous peptide abundant in mammalian nervous systems PMID: 16127367)
16-2732RIMS2:NM_014677:exon2:c.418C>T:p.R140CHetLower limb muscle weakness and spasticity, periventricular leukomalacia, normal CK(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (PLI of 1.00 and established role in synapse formation PubMed: 12620390)
16W-0075RNF213:NM_001256071:exon60:c.14394delC:p.F4798 fsHetAutism spectrum disorder(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (associated with CNS vascular malformation PMID 27745834)
16W-0152ROBO1:NM_133631:exon21:c.2990A>T:p.D997 VHetIntellectual disability, epilepsy, autism, ADHD, mitral regurgitation(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (%HI of 3, and suggested link to autism PMID: 18270976)
16-2670SEC16A:NM_001276418:exon5:c.3820C>T:p.R1274CHomMicrocephaly, fine motor delay, gross motor delay, speech delay, abnormal nails—small fingers, flat feet, short stature(a) The nature of the variant (predicted deleterious, novel, within autozygome) and (b) the nature of the gene (involved in proliferation PMID PMID: 25526736)
16N-0301SIAH1:NM_001006610:exon1:c.91_91del:p.E31 fsHomDevelopmental delay, seizure disorder(a) The nature of the variant (novel, truncating) and (b) the nature of the gene (it functions as an E3 ubiquitin ligase that binds to two presynaptic active zone proteins Piccolo and Bassoon PMID: 28231469)
16-2718SIRT2:NM_001193286:exon3:c.70G>T:p.E24XHomMicrocephaly, fine/gross motor delay, speech delay, learning disability, developmental regression, periventricular leukomalacia, prematurity, oligohydramnios, nystagmus, recurrent fever(a) The nature of the variant (predicted deleterious, novel, within autozygome) and (b) the nature of the gene (implicated in myelination PMID:21949390)
16W-0147SLAIN2:NM_020846:exon5:c.938C>T:p.T313IHetMicrocephaly, learning disability, developmental regression, sever hypotonia, seizures (?infantile spasms), delayed myelination, sever epileptic encephalopathy (1.5)(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (high PLI of 0.88 and established role in neuronal development PMID: 23077057)
16W-0319SLC22A20:NM_001004326:exon4:c.763+1G>AHomEpilepsy, GDD, fine motor delay, gross motor delay, speech delay, intellectual disability learning disability, stereotypic behaviors, dystonia, hypotonia, seizures (GTC), spasticity(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (high expression in rat olfactory bulb and forebrain PubMed: 17714910)
16W-0283SMDT1:NM_033318:exon2:c.255C>G:p.S85RHomLGMD?, dystonia(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (encodes EMRE, an essential component of mitochondrial Ca uniporter, which has been implicated in mitochondrial myopathies PMID: 24231807)
16W-0193SRRT:NM_001128852:exon5:c.497C>T:p.T166 MHetFailure to thrive, fine motor delay, gross motor delay, speech delay, intellectual disability(a) The nature of the variant (novel and predicted deleterious) and (b) the nature of the gene (PLI score of 0.98 and the neurological phenotype in the mouse model PubMed: 22198669)
16-2541SSTR1:NM_001049:exon3:c.1169_1170insGCTCTGAGCCCGGGCCACGCAGGG:p.T390delinsTLXHomHypotonia, developmental delay(a) The nature of the variant (novel, within autozygome and predicted deleterious), and (b) the nature of the gene (this serotonin receptor is strongly expressed in brain and GI tissues, has been linked to neuroendocrine tumors that manifest as unexplained diarrhea and the knockout mouse has hypoactivity (PMID 7777168)
16W-0263ST20:NM_001100879:exon3:c.135T>A:p.C45XHetNo information(a) Nature of the variant (novel and truncating), (b) the gene is known to be a tumor suppressor so it is conceivable that this patient’s germline ST20 variant may have predisposed her to the bilateral optic nerve tumor observed. Confirming LOH in a tumor sample will greatly corroborate this hypothesis and this can be done on research basis (please contact lab director to coordinate)
16-2752SYT9:NM_175733:exon7:c.1471C>T:p.R491XHomSeizures, retinitis pigmentosa, obesity(a) The nature of the variant (predicted deleterious, novel) and (b) the nature of the gene (%HI score of 14, and its deficiency in mouse causes severely impaired synaptic transmission (PubMed: 17521570)
16W-0255TSPAN6: NM_001278740:exon7:c.513+4C>THemiFine motor delay, gross motor delay, speech delay, intellectual disability, learning disability, head nodding nystagmus, increase myopia, decrease vision with age, previous neuro-panel negative(a) The nature of the variant (novel, predicted deleterious, hemizygous) and (b) the nature of the gene (regulates hippocampal synaptic transmission and long term plasticity PMID: 28207852)
16-2737UBR4:NM_020765:exon22:c.2873C>A:p.S958YHetDevelopmental regression, brain atrophy, ataxia,(a) The nature of the variant (predicted deleterious, novel) and (b) the nature of the gene (PLI score of 1.00, involved in ubiquitin ligation, a mechanism that is impaired in several neurodegenerative diseases, the presence of another case with early dementia and mutation in the same gene)
16-2768UBR4:NM_020765:exon66:c.9787G>A:p.A3263THetBehavioral changes starts 4 year ago, then seizures, finally developed dementia white matter changes.(a) The nature of the variant (predicted deleterious, novel) and (b) the nature of the gene (PLI score of 1.00, involved in ubiquitin ligation, a mechanism that is impaired in several neurodegenerative diseases, the presence of another case with early dementia and mutation in the same gene)
16W-0282VAMP4:NM_001185127:exon5:c.175G>A:p.V59 MHomMicrocephaly, speech delay, intellectual disability/MR, cataracts(a) The nature of the variant (novel and predicted deleterious), and (b) the published role of VAMP4 in synaptic transmission (PMID: 22406549)
16W-0233VPS36:NM_001282169:exon14:c.894-2->THomSpeech delay, intellectual disability/MR(a) The nature of the variant (novel, predicted deleterious, within autozygome) and (b) the nature of the gene (mutations in other components of ESCRT-II are also known to cause ID such as PMID: 22717650)
16W-0197WDR59:NM_030581:exon4:c.270G>A:p.W90XHetFine motor delay, gross motor delay, dystonia, hypertonia, seizures: Inf. spasm, spasticity(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (encodes a component of GATOR complex, which is implicated in familial focal epilepsies and focal cortical dysplasia PMID 27173016)
16N-0291 (duo)WDYHV1:NM_001283024:exon5:c.256C>T:p.R86XHetFather of an affected child(a) The nature of the variant (extremely rare, truncating) and (b) the nature of the gene (it encodes NTAQ1, a component of the N-terminal pathway in mammalian cells, which has been implicated in the pathogenesis of neurodegenerative diseases PMID: 23499006)
16W-0295WHSC1:NM_001042424:exon13:c.2518+1G>AHetFailure to thrive, facial dysmorphism, triangular face mild(a) The nature of the variant (novel, predicted deleterious) and (b) the nature of the gene (pLI 1.00, this gene has long been suspected to be the candidate gene for Wolf-Hirschhorn syndrome, which has significant overlap with the provided features PubMed: 19483677)
Confirming the candidacy of previously reported candidates Novel candidates

Phenotypic expansion

Table 5 summarizes positive cases in which the molecular lesion was unexpected, given the established phenotype for the respective gene. For example, 16N-0149 presented with a CHARGE-like presentation but was found to have a de novo variant in KMT2A, the gene responsible for Kabuki syndrome. We have previously suggested the overlap between CHARGE and Kabuki to be biologically relevant and this has been confirmed very recently by a large study (Butcher et al. 2017; Patel and Alkuraya 2015). Similarly, 16W-0253 presented with progressive spasticity, hyper-reflexia and behavioral changes due to a homozygous truncating mutation in FAM134B. This presentation is different from what has been different in the context of FAM134B mutation, which is a form of hereditary sensory and autonomic neuropathy characterized by early childhood onset of distal sensory impairment usually resulting in ulceration and associated with variable autonomic features, such as hyperhidrosis and urinary incontinence (Ilgaz Aydinlar et al. 2014; Kurth et al. 2009).
Table 5

Atypical phenotypes

IDVariantZygosityObserved phenotypeReported phenotype
16N-0062ITPR1:NM_002222:exon50:c.6862C>T:p.R2288XHomGDD and brain atrophySpinocerebellar ataxia 15
16N-0149KMT2A:NM_001197104:exon4:c.3248G>A:p.R1083QHetCHARGE-likeKabuki syndrome
16N-0235WNT10B:NM_003394:exon4:c.338-1G>CHomSplit foot malformation and hand polydactylySplit-hand/foot malformation 6
16 N-0395SMPD1:NM_000543:exon4:c.1267C>T:p.H423YHomSevere neonatal cholestasisNiemann-pick disease
16N-0439RAD21:NM_006265:exon2:c.68G>A:p.W23XHetOvergrowth, macrocephaly, ID, ataxia, renal malformation, renal tubulopathy, ptosis, anorectal malformation, AMLCornelia de lange syndrome
16N-0481HSD3B7:NM_025193:exon6:c.694+2T>-HomHigh GGT cholestasis in infancy that later resolved with normal GGT and serum bilirubin but with elevated liver enzymes suggestive of chronic compensated liver disease, liver biopsy suggested PFIC type 3Bile acid synthesis defect, congenital, 1
16 N-0617PRKCSH:NM_001289103:exon17:c.1462-1G>CHetIdiopathic chronic liver disease, no cystsPolycystic liver disease
16N-0653ITGB2:NM_000211:exon13:c.1756C>T:p.R586 WHomInflammatory bowel diseaseLeukocyte adhesion deficiency
16N-0703PKD2:NM_000297:exon1:c.567G>A:p.W189XHetNephrolithiasis in the 2nd yr of lifeAutosomal dominant polycystic kidney disease
16-2567COG6: NM_020751.2:c.1167-24A>GHomFailure to thrive, global developmental delay, hiatus hernia, lung hypoplasia, congenital diaphragmatic hernia, low intestinal motility disorder, partial intestinal obstructionID and anhidrosis
16W-0091VAMP1:NM_014231:exon2:c.129+1G>AHomCongenital hypotonia, rigid spine, myopathic facies, normal CKSpastic ataxia 1, autosomal dominant
16W-0235RFT1: NM_052859:exon7:c.775+1G>CHomCongenital microcephaly, GDD, epilepsy, hematemesismarked developmental delay, hypotonia, seizures, hepatomegaly, and coagulopathy
16W-0253FAM134B:NM_019000:exon6:c.503C>G:p.S168XHomBehavioral changes, muscle weakness, frequent falls, brisk reflexes, suspected HSPNeuropathy, hereditary sensory and autonomic, type IIB
16 W-0291PHKA1:NM_001122670:exon12:c.1174C>T:p.R392XHomDystonic posturing of the upper limbs, spasticity of the lower limbs, FTT, learning disabilityMuscle glycogenosis
16W-0321PIEZO2:NM_022068:exon3:c.273_279del:p.A91 fsHomSevere lower limb weakness, severe progressive scoliosis, suspected SMA, no arthrogryposisArthrogryposis
16W-0328TGIF1:NM_170695:exon1:c.90G>A:p.W30XHetHemimegalencephaly, developmental delay, ADHD, Abnormal pigmentation, all over the body, normal karyotypeHoloprosencephaly 4
16N-0505DCC:NM_005215:exon9:c.1423C>T:p.R475XHetAdult onset ataxia slow progressive. No cognitive dysfunction. NCS: pred. sensory neuropathyMirror movements 1
Atypical phenotypes

Impact on management

With very few exceptions, solved cases were positive for genes not suspected a priori by the ordering physician according to the information provided. Furthermore, the correct molecular characterization of many patients led to immediate implementation of management changes. Examples include a child with maple syrup urine disease who was missed by newborn screening and presented at 6 m of age with failure to thrive, developmental regression, abnormal hair, exfoliative skin lesions and epilepsy (16N-0566). 16N-0616 presented with intellectual disability, which was misdiagnosed as hypoxic ischemic encephalopathy but was found to have a novel startloss PTEN mutation, thus enabling the treating physician to implement active tumor surveillance. 16N-0617 is 2-year-old child who presented with unexplained chronic liver failure with hyperbilirubinemia and was being considered for liver transplant. The finding that he has polycystic liver disease (no cysts were identified on ultrasonography) caused by an autosomal dominant PRKCSH:NM_001289103:exon17:c.1462-1G>C mutation was very helpful in selecting an unaffected donor from his relatives. 16N-0653 was managed for many years with anti-inflammatory agents to treat her “Crohn’s disease” but she was found to have leukocyte adhesion molecule deficiency caused by ITGB2:NM_000211:exon13:c.1756C>T:p.R586 W resulting in a drastically different management. 16N-0703 presented in the 2nd year of life with severe nephrolithiasis and his management was significantly altered when he was found to have autosomal dominant polycystic kidney disease (PKD2:NM_000297:exon1:c.567G>A:p.W189X), a known risk factor of nephrolithiasis although his very early presentation was unusual (Grampsas et al. 2000). 16W-0247 is an 8-year-old child who was followed for seizures, ataxia and learning disability but the diagnosis of neurofibromatosis type I was missed until exome sequencing revealed a previously known pathogenic mutation in NF1. 16W-0269 is a 6-year-old child who was managed for years as a case of Bartter syndrome but exome sequencing led to a change in management after revealing a pathogenic mutation in SLC26A3 thus establishing the correct diagnosis of chloride-losing diarrhea. 16-2717 is a 2-year-old child whose diagnosis of pyridoxine-dependent epilepsy was missed until revealed by exome sequencing leading to immediate initiation of pyridoxine.

Discussion

Genetic studies on the Saudi population have contributed significantly to the global effort of identifying the causal mutations of Mendelian diseases, particularly in the area of autosomal recessive diseases (Alkuraya 2014). The very characteristics that make this population a significant contributor to the analysis of recessive diseases, i.e., consanguinity and large family size, have also recently been exploited to advance our knowledge of other areas of human genetics research, including dominant disorders (by reclassifying dominant mutations when observed in homozygosity in individuals who lack the reported dominant phenotype) and even common diseases (by identifying Mendelian phenocopies and by challenging or supporting GWAS candidate genes when observed in individuals who are functional “knockouts”, i.e., homozygous for loss-of-function alleles as a function of autozygosity) (Abouelhoda et al. 2016; Monies et al. 2017) (Maddirevula et al., in press). However, despite the wealth of published data on genetic diseases in Saudi Arabia, unbiased data on the overall distribution of these diseases and their genetic landscape are largely lacking. Our molecular diagnostic lab is the sole major referral NGS laboratory in Saudi Arabia. As such, it receives samples from patients with suspected genetic disorders from all healthcare sectors in the country (private hospitals and practices, as well as state-funded healthcare system). This provided us with a unique opportunity to observe and report a wide spectrum of phenotypes from all regions of the country, as well as other countries in Arabia (Oman and Kuwait) in a largely unbiased fashion. In this report, we describe our laboratory’s prospective analysis of families referred for panel or exome sequencing. The unbiased selection of the first 1000 samples has allowed us to derive important conclusions about the nature of genetic diseases in the country. Autosomal recessive disorders, as expected, accounted for the bulk of Mendelian disease burden. This is consistent with several previous reports, including the very recent report by Alfares and colleagues who retrospectively analyzed 454 families that underwent exome sequencing by various commercial labs although they did not provide phenotyping information (Alfares et al. 2017). It is noteworthy that enhanced autozygosity also led to several instances of autosomal recessive inheritance of strictly dominant genes. These cases can improve our understanding of the molecular pathogenesis of the dominant counterpart (Monies et al. 2017). For example, we report two families with a severe congenital myopathy phenotype each with a different homozygous truncating mutation in VAMP1 inherited from healthy non-ataxic parents. This suggests that the dominant spinocerebellar ataxia previously reported in a family with a heterozygous VAMP1 mutation may not be caused by haploinsufficiency as originally suggested but a different mechanism, e.g., dominant negative (Bourassa et al. 2012). Furthermore, the difference in phenotype between the observed recessive and previously reported dominant phenotypes should serve as a reminder that caution is warranted before dismissing variants in genes deemed “irrelevant” to the phenotype in question. These cases also provide an alternative explanation to non-manifesting carriers of clearly pathogenic mutations in dominant genes other than reduced penetrance, i.e., truly recessive inheritance. The predominance of autosomal recessive disorders also allowed us to perform “molecular autopsy by proxy” in families who lost children in the past due to recessive conditions but have no material left to test those children directly. Duo analysis of the parents allowed us to identify the likely causal mutation in the overwhelming majority. The highlighted couple who lost three pregnancies/neonates with three different disorders all of which were identified by duo exome sequencing is an example of the power of this approach. It may be surprising that despite this trend, we have only confirmed dual molecular diagnosis in 1.5% of our cohort. This could be attributed to our methodology (we only considered dual diagnosis if both molecular lesions could be classified as at least likely pathogenic). Secondary findings represent a complicated ethical and practical issue in genomic sequencing. In our analysis, we followed the ACMG recommendations of reporting only pathogenic/likely pathogenic variants in the list of 59 actionable genes (Kalia et al. 2016). Only 1.2% of our cohort received positive results for this class of secondary findings, consistent with previous studies (Dheensa et al. 2016). However, we also opted to report carrier status for a select list of pathogenic recessive mutations that we have previously characterized in our population. Although it is generally discouraged to disclose these results in the pediatric setting, the very high rate of consanguinity in our population prompted us to consider the consequences of not disclosing this information. The carrier status of the index essentially indicates that at least one parent is a carrier, so if the other parent is related then the probability of both parents being carriers of the same mutant allele may not be rare. Thus, we considered this an opportunity to prevent the occurrence of another recessive disease unrelated to the disease being tested by counseling parents about this possibility and offering them the option of being tested for their carrier status. This class of secondary findings was positive in a large fraction of WES cases (90%). The establishment of novel links between genes and diseases remains a priority in human genetics research to enable the molecular diagnosis of all Mendelian diseases in the near future. The final percentage of genes that are linked to Mendelian phenotypes remains a highly contested speculation (Boycott et al. 2017). However, large iterative sequencing efforts from the same population can provide helpful clues in this regard. For example, we have recently reported identification of 35 novel disease genes in the context of developmental delay and intellectual disability in an unselected sample of 337 patients (Anazi et al. 2016). Our identification of an additional 75 novel candidate genes by exome sequencing 348 patients from the same population seems to suggest that the number of yet to be identified genes with mutations etiologic in human disease remains large. We suggest that two of these novel candidates appear to meet the standard cutoff of establishing disease-gene link. Although the phenotype associated with AKAP6 is nonspecific developmental delay and seizures, the phenotype we observe in the two families with different heterozygous variants in UBR4 is highly specific and consists of early onset dementia. The remaining candidate genes will require independent confirmation in the future. It is noteworthy that if all 75 novel candidates are confirmed, this will increase the yield of exome sequencing to 83%, which suggests that most clinical exomes that are reported as “negative” by clinical laboratories are reported as such due to interpretation rather than technical limitations as we have proposed in an earlier work (Shamseldin et al. 2016). In conclusion, this is the largest diagnostic genomic sequencing study of an unselected clinical cohort from Saudi Arabia with suspected genetic disease from a single clinical sequencing lab. In addition to providing numerous examples of phenotypic expansion, we report the first autosomal recessive inheritance of genes that have thus far been linked to human diseases only in a dominant fashion. We add 166 novel variants in known disease genes, and proposed 75 genes as novel disease candidates, two of which are independently mutated in more than one family with the same phenotype. It is hoped that the results of this study will improve the diagnostic yield of genomic sequencing locally and globally. Below is the link to the electronic supplementary material. Supplementary material 1 (XLSX 132 kb)
  27 in total

1.  Mutation in FAM134B causing hereditary sensory neuropathy with spasticity in a Turkish family.

Authors:  Elif Ilgaz Aydinlar; Arndt Rolfs; Mustafa Serteser; Yesim Parman
Journal:  Muscle Nerve       Date:  2014-05       Impact factor: 3.217

2.  Overlap between CHARGE and Kabuki syndromes: more than an interesting clinical observation?

Authors:  Nisha Patel; Fowzan S Alkuraya
Journal:  Am J Med Genet A       Date:  2014-10-22       Impact factor: 2.802

3.  Autozygosity mapping with exome sequence data.

Authors:  Ian M Carr; Sanjeev Bhaskar; James O'Sullivan; Mohammed A Aldahmesh; Hanan E Shamseldin; Alexander F Markham; David T Bonthron; Graeme Black; Fowzan S Alkuraya
Journal:  Hum Mutat       Date:  2012-10-22       Impact factor: 4.878

Review 4.  Exome sequencing as a tool for Mendelian disease gene discovery.

Authors:  Michael J Bamshad; Sarah B Ng; Abigail W Bigham; Holly K Tabor; Mary J Emond; Deborah A Nickerson; Jay Shendure
Journal:  Nat Rev Genet       Date:  2011-09-27       Impact factor: 53.242

5.  Anatomic and metabolic risk factors for nephrolithiasis in patients with autosomal dominant polycystic kidney disease.

Authors:  S A Grampsas; P S Chandhoke; J Fan; M A Glass; R Townsend; A M Johnson; P Gabow
Journal:  Am J Kidney Dis       Date:  2000-07       Impact factor: 8.860

6.  Mutations in FAM134B, encoding a newly identified Golgi protein, cause severe sensory and autonomic neuropathy.

Authors:  Ingo Kurth; Torsten Pamminger; J Christopher Hennings; Désirée Soehendra; Antje K Huebner; Annelies Rotthier; Jonathan Baets; Jan Senderek; Haluk Topaloglu; Sandra A Farrell; Gudrun Nürnberg; Peter Nürnberg; Peter De Jonghe; Andreas Gal; Christoph Kaether; Vincent Timmerman; Christian A Hübner
Journal:  Nat Genet       Date:  2009-10-18       Impact factor: 38.330

7.  A histone H3 lysine 36 trimethyltransferase links Nkx2-5 to Wolf-Hirschhorn syndrome.

Authors:  Keisuke Nimura; Kiyoe Ura; Hidetaka Shiratori; Masato Ikawa; Masaru Okabe; Robert J Schwartz; Yasufumi Kaneda
Journal:  Nature       Date:  2009-05-31       Impact factor: 49.962

8.  Clinical whole-exome sequencing for the diagnosis of mendelian disorders.

Authors:  Yaping Yang; Donna M Muzny; Jeffrey G Reid; Matthew N Bainbridge; Alecia Willis; Patricia A Ward; Alicia Braxton; Joke Beuten; Fan Xia; Zhiyv Niu; Matthew Hardison; Richard Person; Mir Reza Bekheirnia; Magalie S Leduc; Amelia Kirby; Peter Pham; Jennifer Scull; Min Wang; Yan Ding; Sharon E Plon; James R Lupski; Arthur L Beaudet; Richard A Gibbs; Christine M Eng
Journal:  N Engl J Med       Date:  2013-10-02       Impact factor: 91.245

9.  VAMP1 mutation causes dominant hereditary spastic ataxia in Newfoundland families.

Authors:  Cynthia V Bourassa; Inge A Meijer; Nancy D Merner; Kanwal K Grewal; Mark G Stefanelli; Kathleen Hodgkinson; Elizabeth J Ives; William Pryse-Phillips; Mandar Jog; Kym Boycott; David A Grimes; Sharan Goobie; Richard Leckey; Patrick A Dion; Guy A Rouleau
Journal:  Am J Hum Genet       Date:  2012-09-07       Impact factor: 11.025

10.  Genetics and genomic medicine in Saudi Arabia.

Authors:  Fowzan S Alkuraya
Journal:  Mol Genet Genomic Med       Date:  2014-07-30       Impact factor: 2.183

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  72 in total

1.  Warsaw breakage syndrome: Further clinical and genetic delineation.

Authors:  Ebba Alkhunaizi; Ranad Shaheen; Sanjay Kumar Bharti; Ann M Joseph-George; Karen Chong; Ghada M H Abdel-Salam; Mohammed Alowain; Susan I Blaser; Blake C Papsin; Mohammed Butt; Mais Hashem; Nicole Martin; Ruth Godoy; Robert M Brosh; Fowzan S Alkuraya; David Chitayat
Journal:  Am J Med Genet A       Date:  2018-09-14       Impact factor: 2.802

2.  A yeast-based complementation assay elucidates the functional impact of 200 missense variants in human PSAT1.

Authors:  Amy Sirr; Russell S Lo; Gareth A Cromie; Adrian C Scott; Julee Ashmead; Mirutse Heyesus; Aimée M Dudley
Journal:  J Inherit Metab Dis       Date:  2020-02-27       Impact factor: 4.982

3.  A head-to-head evaluation of the diagnostic efficacy and costs of trio versus singleton exome sequencing analysis.

Authors:  Tiong Yang Tan; Sebastian Lunke; Belinda Chong; Dean Phelan; Miriam Fanjul-Fernandez; Justine E Marum; Vanessa Siva Kumar; Zornitza Stark; Alison Yeung; Natasha J Brown; Chloe Stutterd; Martin B Delatycki; Simon Sadedin; Melissa Martyn; Ilias Goranitis; Natalie Thorne; Clara L Gaff; Susan M White
Journal:  Eur J Hum Genet       Date:  2019-07-18       Impact factor: 4.246

4.  Diagnostic Utility of Genome-wide DNA Methylation Testing in Genetically Unsolved Individuals with Suspected Hereditary Conditions.

Authors:  Erfan Aref-Eshghi; Eric G Bend; Samantha Colaiacovo; Michelle Caudle; Rana Chakrabarti; Melanie Napier; Lauren Brick; Lauren Brady; Deanna Alexis Carere; Michael A Levy; Jennifer Kerkhof; Alan Stuart; Maha Saleh; Arthur L Beaudet; Chumei Li; Maryia Kozenko; Natalya Karp; Chitra Prasad; Victoria Mok Siu; Mark A Tarnopolsky; Peter J Ainsworth; Hanxin Lin; David I Rodenhiser; Ian D Krantz; Matthew A Deardorff; Charles E Schwartz; Bekim Sadikovic
Journal:  Am J Hum Genet       Date:  2019-03-28       Impact factor: 11.025

5.  Lessons Learned from Large-Scale, First-Tier Clinical Exome Sequencing in a Highly Consanguineous Population.

Authors:  Dorota Monies; Mohammed Abouelhoda; Mirna Assoum; Nabil Moghrabi; Rafiullah Rafiullah; Naif Almontashiri; Mohammed Alowain; Hamad Alzaidan; Moeen Alsayed; Shazia Subhani; Edward Cupler; Maha Faden; Amal Alhashem; Alya Qari; Aziza Chedrawi; Hisham Aldhalaan; Wesam Kurdi; Sameena Khan; Zuhair Rahbeeni; Maha Alotaibi; Ewa Goljan; Hadeel Elbardisy; Mohamed ElKalioby; Zeeshan Shah; Hibah Alruwaili; Amal Jaafar; Ranad Albar; Asma Akilan; Hamsa Tayeb; Asma Tahir; Mohammed Fawzy; Mohammed Nasr; Shaza Makki; Abdullah Alfaifi; Hanna Akleh; Suad Yamani; Dalal Bubshait; Mohammed Mahnashi; Talal Basha; Afaf Alsagheir; Musad Abu Khaled; Khalid Alsaleem; Maisoon Almugbel; Manal Badawi; Fahad Bashiri; Saeed Bohlega; Raashida Sulaiman; Ehab Tous; Syed Ahmed; Talal Algoufi; Hamoud Al-Mousa; Emadia Alaki; Susan Alhumaidi; Hadeel Alghamdi; Malak Alghamdi; Ahmed Sahly; Shapar Nahrir; Ali Al-Ahmari; Hisham Alkuraya; Ali Almehaidib; Mohammed Abanemai; Fahad Alsohaibaini; Bandar Alsaud; Rand Arnaout; Ghada M H Abdel-Salam; Hasan Aldhekri; Suzan AlKhater; Khalid Alqadi; Essam Alsabban; Turki Alshareef; Khalid Awartani; Hanaa Banjar; Nada Alsahan; Ibraheem Abosoudah; Abdullah Alashwal; Wajeeh Aldekhail; Sami Alhajjar; Sulaiman Al-Mayouf; Abdulaziz Alsemari; Walaa Alshuaibi; Saeed Altala; Abdulhadi Altalhi; Salah Baz; Muddathir Hamad; Tariq Abalkhail; Badi Alenazi; Alya Alkaff; Fahad Almohareb; Fuad Al Mutairi; Mona Alsaleh; Abdullah Alsonbul; Somaya Alzelaye; Shakir Bahzad; Abdulaziz Bin Manee; Ola Jarrad; Neama Meriki; Bassem Albeirouti; Amal Alqasmi; Mohammed AlBalwi; Nawal Makhseed; Saeed Hassan; Isam Salih; Mustafa A Salih; Marwan Shaheen; Saadeh Sermin; Shamsad Shahrukh; Shahrukh Hashmi; Ayman Shawli; Ameen Tajuddin; Abdullah Tamim; Ahmed Alnahari; Ibrahim Ghemlas; Maged Hussein; Sami Wali; Hatem Murad; Brian F Meyer; Fowzan S Alkuraya
Journal:  Am J Hum Genet       Date:  2019-05-23       Impact factor: 11.025

6.  ASHG 2020 Curt Stern Award introduction: Fowzan Sami Alkuraya.

Authors:  Cynthia C Morton
Journal:  Am J Hum Genet       Date:  2021-03-04       Impact factor: 11.025

7.  Biallelic variants in AGTPBP1, involved in tubulin deglutamylation, are associated with cerebellar degeneration and motor neuropathy.

Authors:  Ruth Sheffer; Michal Gur; Rebecca Brooks; Somaya Salah; Muhannad Daana; Nitay Fraenkel; Eli Eisenstein; Malcolm Rabie; Yoram Nevo; Chaim Jalas; Orly Elpeleg; Shimon Edvardson; Tamar Harel
Journal:  Eur J Hum Genet       Date:  2019-04-11       Impact factor: 4.246

8.  The dense-core vesicle maturation protein CCCP-1 binds RAB-2 and membranes through its C-terminal domain.

Authors:  Jérôme Cattin-Ortolá; Irini Topalidou; Annie Dosey; Alexey J Merz; Michael Ailion
Journal:  Traffic       Date:  2017-09-13       Impact factor: 6.215

9.  Expanding the genetic heterogeneity of intellectual disability.

Authors:  Shams Anazi; Sateesh Maddirevula; Vincenzo Salpietro; Yasmine T Asi; Saud Alsahli; Amal Alhashem; Hanan E Shamseldin; Fatema AlZahrani; Nisha Patel; Niema Ibrahim; Firdous M Abdulwahab; Mais Hashem; Nadia Alhashmi; Fathiya Al Murshedi; Adila Al Kindy; Ahmad Alshaer; Ahmed Rumayyan; Saeed Al Tala; Wesam Kurdi; Abdulaziz Alsaman; Ali Alasmari; Selina Banu; Tipu Sultan; Mohammed M Saleh; Hisham Alkuraya; Mustafa A Salih; Hesham Aldhalaan; Tawfeg Ben-Omran; Fatima Al Musafri; Rehab Ali; Jehan Suleiman; Brahim Tabarki; Ayman W El-Hattab; Caleb Bupp; Majid Alfadhel; Nada Al Tassan; Dorota Monies; Stefan T Arold; Mohamed Abouelhoda; Tammaryn Lashley; Henry Houlden; Eissa Faqeih; Fowzan S Alkuraya
Journal:  Hum Genet       Date:  2017-09-22       Impact factor: 4.132

Review 10.  Molecular insights into cardiomyopathies associated with desmin (DES) mutations.

Authors:  Andreas Brodehl; Anna Gaertner-Rommel; Hendrik Milting
Journal:  Biophys Rev       Date:  2018-06-20
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